https://urgentcomm.com/wp-content/themes/ucm_child/assets/images/logo/footer-new-logo.png
  • Home
  • News
  • Multimedia
    • Back
    • Multimedia
    • Video
    • Podcasts
    • Galleries
    • IWCE’s Video Showcase
    • Product Guides
  • Commentary
    • Back
    • Commentary
    • Urgent Matters
    • View From The Top
    • All Things IWCE
    • Legal Matters
  • Resources
    • Back
    • Resources
    • Webinars
    • White Papers
    • Reprints & Reuse
  • IWCE
    • Back
    • IWCE
    • Conference
    • Special Events
    • Exhibitor Listings
    • Premier Partners
    • Floor Plan
    • Exhibiting Information
    • Register for IWCE
  • About Us
    • Back
    • About Us
    • Contact Us
    • Advertise
    • Terms of Service
    • Privacy Statement
    • Cookie Policy
  • Related Sites
    • Back
    • American City & County
    • IWCE
    • Light Reading
    • IOT World Today
    • Mission Critical Technologies
    • TU-Auto
  • In the field
    • Back
    • In the field
    • Broadband Push-to-X
    • Internet of Things
    • Project 25
    • Public-Safety Broadband/FirstNet
    • Virtual/Augmented Reality
    • Land Mobile Radio
    • Long Term Evolution (LTE)
    • Applications
    • Drones/Robots
    • IoT/Smart X
    • Software
    • Subscriber Devices
    • Video
  • Call Center/Command
    • Back
    • Call Center/Command
    • Artificial Intelligence
    • NG911
    • Alerting Systems
    • Analytics
    • Dispatch/Call-taking
    • Incident Command/Situational Awareness
    • Tracking, Monitoring & Control
  • Network Tech
    • Back
    • Network Tech
    • Interoperability
    • LMR 100
    • LMR 200
    • Backhaul
    • Deployables
    • Power
    • Tower & Site
    • Wireless Networks
    • Coverage/Interference
    • Security
    • System Design
    • System Installation
    • System Operation
    • Test & Measurement
  • Operations
    • Back
    • Operations
    • Critical Infrastructure
    • Enterprise
    • Federal Government/Military
    • Public Safety
    • State & Local Government
    • Training
  • Regulations
    • Back
    • Regulations
    • Narrowbanding
    • T-Band
    • Rebanding
    • TV White Spaces
    • None
    • Funding
    • Policy
    • Regional Coordination
    • Standards
  • Organizations
    • Back
    • Organizations
    • AASHTO
    • APCO
    • DHS
    • DMR Association
    • ETA
    • EWA
    • FCC
    • IWCE
    • NASEMSO
    • NATE
    • NXDN Forum
    • NENA
    • NIST/PSCR
    • NPSTC
    • NTIA/FirstNet
    • P25 TIG
    • TETRA + CCA
    • UTC
Urgent Communications
  • NEWSLETTER
  • Home
  • News
  • Multimedia
    • Back
    • Video
    • Podcasts
    • Omdia Crit Comms Circle Podcast
    • Galleries
    • IWCE’s Video Showcase
    • Product Guides
  • Commentary
    • Back
    • All Things IWCE
    • Urgent Matters
    • View From The Top
    • Legal Matters
  • Resources
    • Back
    • Webinars
    • White Papers
    • Reprints & Reuse
    • UC eZines
    • Sponsored content
  • IWCE
    • Back
    • Conference
    • Why Attend
    • Exhibitor Listing
    • Floor Plan
    • Exhibiting Information
    • Join the Event Mailing List
  • About Us
    • Back
    • About Us
    • Contact Us
    • Advertise
    • Cookie Policy
    • Terms of Service
    • Privacy Statement
  • Related Sites
    • Back
    • American City & County
    • IWCE
    • Light Reading
    • IOT World Today
    • TU-Auto
  • newsletter
  • In the field
    • Back
    • Internet of Things
    • Broadband Push-to-X
    • Project 25
    • Public-Safety Broadband/FirstNet
    • Virtual/Augmented Reality
    • Land Mobile Radio
    • Long Term Evolution (LTE)
    • Applications
    • Drones/Robots
    • IoT/Smart X
    • Software
    • Subscriber Devices
    • Video
  • Call Center/Command
    • Back
    • Artificial Intelligence
    • NG911
    • Alerting Systems
    • Analytics
    • Dispatch/Call-taking
    • Incident Command/Situational Awareness
    • Tracking, Monitoring & Control
  • Network Tech
    • Back
    • Cybersecurity
    • Interoperability
    • LMR 100
    • LMR 200
    • Backhaul
    • Deployables
    • Power
    • Tower & Site
    • Wireless Networks
    • Coverage/Interference
    • Security
    • System Design
    • System Installation
    • System Operation
    • Test & Measurement
  • Operations
    • Back
    • Critical Infrastructure
    • Enterprise
    • Federal Government/Military
    • Public Safety
    • State & Local Government
    • Training
  • Regulations
    • Back
    • Narrowbanding
    • T-Band
    • Rebanding
    • TV White Spaces
    • None
    • Funding
    • Policy
    • Regional Coordination
    • Standards
  • Organizations
    • Back
    • AASHTO
    • APCO
    • DHS
    • DMR Association
    • ETA
    • EWA
    • FCC
    • IWCE
    • NASEMSO
    • NATE
    • NXDN Forum
    • NENA
    • NIST/PSCR
    • NPSTC
    • NTIA/FirstNet
    • P25 TIG
    • TETRA + CCA
    • UTC
acc.com

Analytics


News

‘Big data’ is a big tool for the medical community

‘Big data’ is a big tool for the medical community

Archimedes Model solution is designed to let the medical community leverage "big data" to quickly identify health-related trends that can aid in the prediction of patient outcomes.
  • Written by Donny Jackson
  • 31st January 2013

Two decades ago, Dr. David Eddy approached Kaiser Permanente — the massive managed healthcare organization headquartered in Oakland, Calif. — with a big idea: the creation of a large-scale simulation model that would take into account a plethora of factors to predict medical outcomes for patients. This data would then guide physicians in determining the proper course of action, as well as help patients better understand the health consequences of their own decisions and actions.

The result was the Archimedes Model, which today is a shining example of the concept of "big data" — the analytical processing of enormous volumes of information using large clusters of computers. To accomplish this, Archimedes leverages its proprietary platforms aided by the Hadoop open-source software platform and by Grid Engine, a distributed resource management system developed by Univa, a data-center-automation solutions provider based in Hoffman Estates, Ill.

"Our simulator takes data from the real world and everything we know about how diseases behave to create data sets that describe what the future for the population is going to be," said Katrina Montinola, vice president of engineering for Kaiser Pemanente's Archimedes unit, which is based in San Francisco.

For example, a doctor could predict for a smoker, based on decades of information, what his likely health prognosis would be, depending on certain behaviors, treatments and socio-economic and hereditary indicators.

However, the raw data sets emerging from the simulator are far too large to be of any practical use, according to Montinola. That is why Archimedes developed IndiGO (Individualized Guidelines and Outcomes), a platform that uses Hadoop to aggregate the data in ways that will be beneficial to those making healthcare decisions.

"Now the data is in a form that lets you spot trends," Montinola said. "For example, you might see that one population has filled a lot of prescriptions for a certain drug, and they seem to have suffered a lot less heart attacks compared with another population that didn't have access to that drug. Based on that, you might decide that the underserved population is prescribed that medication that seems to have worked.

"That's the whole point of data analytics — to try to spot these trends that you wouldn't be able to know without large data sets that allow you to see the connection between disease and the desired outcome."

Clearly, the ability to crunch mind-numbing amounts of data is beneficial. But just as beneficial is the speed at which the data is crunched, according to Montinola.

"Computers have gotten faster, faster and faster over the last 30-40 years, to the point where now you can look at large, large data sets really quickly, she said. "The ability to make a useful decision depends on being able to crunch that data in a useful timeframe."

That's where the Grid Engine platform comes into play, according to Univa CEO Gary Tyreman.

"It allows you to take a number of servers and share them across different groups in order to put as much work through as you can," Tyreman said. "One of the applications that has become more and more popular over the past year is big data. Our product lets you integrate your big-data applications — Hadoop for example — into that compute environment."

In Archimedes' case, Grid Engine integrates its simulation and IndiGO platforms to create efficiencies that otherwise wouldn't be possible, which shaves a great deal of time from the process.

"We're the infrastructure," Tyreman said. "If you think of this as two sets of servers, with the first one being the simulator and the second is this model that has Hadoop beside it, our software pulls these two environments together. So, instead of two complementary systems, they have one. Without Grid Engine, they would need to double the number of servers, because they'd have two environments."

In other words, the simulation, aggregation and modeling functions effectively were silos, and their functions were performed independently. With Grid Engine, all of these functions can be run simultaneously, which greatly conserves server capacity.

"So, you can have multiple physicians asking multiple questions, because — by eliminating the serialized [data processing] — we are able to drive utilization up," Tyreman said.

This efficiency has a profound impact on the amount of time needed to crunch data, which is particularly advantageous given the massive amounts that need to be processed in a big-data environment, Tyreman said.

"They no longer have to move data between two applications and two environments," he said. "Let's say that it takes a couple of hours to compute. If I can give you double the capacity, it's now one hour. Time is very important in the medical community."

Tags: Data Hospital/Medical System Management Analytics Enterprise News System Operation News

Most Recent


  • AT&T wireless growth keyed by FirstNet—now provides 24,000 agencies with 4.4 million connections
    AT&T this week reported that FirstNet ended 2022 supporting more than 24,000 public-safety agencies with “about” 4.4 million connections, including 377,000 connections that were added during the last three months of 2022—a total that represents more than half of the carrier’s post-paid wireless growth for the quarter. AT&T officials released these figures in conjunction with […]
  • Report: Remote work causing offices to empty, but walkable cities still in high demand
    Given the reliance on vehicular transportation in the United States, some American cities historically haven’t prioritized being walkable in past planning and or design. But amid an unprecedented shift in the economy toward remote work, those that have are increasingly desirable for prospective residents. A new report from Smart Growth American and Places Platform, “Foot Traffic Ahead […]
  • AT&T FirstNet unleashes robotic dogs for emergency services
    AT&T is releasing robotic hounds from Ghost Robotics as part of the service provider’s FirstNet emergency responder service. In a blog, AT&T VP Lance Spencer explained that the robotic dogs will be connected to AT&T’s network and deployed for public safety, defense, federal and state agencies, local police and fire departments, and commercial customers. “Network-connected robotic dogs can deliver a […]
  • Federal agencies infested by cyberattackers via legit remote-management systems
    It has come to light that hackers cleverly utilized two off-the-shelf remote monitoring and management systems (RMMs) to breach multiple Federal Civilian Executive Branch (FCEB) agency networks in the US last summer. On Jan. 25, the Cybersecurity and Infrastructure Security Agency (CISA), National Security Agency (NSA), and Multi-State Information Sharing and Analysis Center (MS-ISAC) released […]

Leave a comment Cancel reply

To leave a comment login with your Urgent Comms account:

Log in with your Urgent Comms account

Or alternatively provide your name, email address below:

Your email address will not be published. Required fields are marked *

Related Content

  • ‘Big data’ is a big tool for the medical community
  • ‘Big data’ is a big tool for the medical community
  • ‘Big data’ is a big tool for the medical community
  • ‘Big data’ is a big tool for the medical community

Commentary


How 5G is making cities safer, smarter, and more efficient

26th January 2023

3GPP moves Release 18 freeze date to March 2024

18th January 2023

Do smart cities make safer cities?

  • 1
6th January 2023
view all

Events


UC Ezines


IWCE 2019 Wrap Up

13th May 2019
view all

Twitter


UrgentComm

AT&T wireless growth keyed by FirstNet—now provides 24,000 agencies with 4.4 million connections dlvr.it/ShY5qH

27th January 2023
UrgentComm

Report: Remote work causing offices to empty, but walkable cities still in high demand dlvr.it/ShXM7Z

27th January 2023
UrgentComm

AT&T FirstNet unleashes robotic dogs for emergency services dlvr.it/ShW7p8

27th January 2023
UrgentComm

Federal agencies infested by cyberattackers via legit remote-management systems dlvr.it/ShVhn3

26th January 2023
UrgentComm

How 5G is making cities safer, smarter, and more efficient dlvr.it/ShVS1h

26th January 2023
UrgentComm

MCPTT interworking for critical communications dlvr.it/ShTm3P

26th January 2023
UrgentComm

Self-driving cars present terrorism risk, FBI director says dlvr.it/ShTTHx

26th January 2023
UrgentComm

UK Home Office officially will cut ESN ties with Motorola Solutions in December dlvr.it/ShNjfN

24th January 2023

Newsletter

Sign up for UrgentComm’s newsletters to receive regular news and information updates about Communications and Technology.

Expert Commentary

Learn from experts about the latest technology in automation, machine-learning, big data and cybersecurity.

Business Media

Find the latest videos and media from the market leaders.

Media Kit and Advertising

Want to reach our digital and print audiences? Learn more here.

DISCOVER MORE FROM INFORMA TECH

  • American City & County
  • IWCE
  • Light Reading
  • IOT World Today
  • Mission Critical Technologies
  • TU-Auto

WORKING WITH US

  • About Us
  • Contact Us
  • Events
  • Careers

FOLLOW Urgent Comms ON SOCIAL

  • Privacy
  • CCPA: “Do Not Sell My Data”
  • Cookie Policy
  • Terms
Copyright © 2023 Informa PLC. Informa PLC is registered in England and Wales with company number 8860726 whose registered and Head office is 5 Howick Place, London, SW1P 1WG.